-------------------------
epoch: 1
lr: 0.1000
best_acc: 30.18
train_acc: 15.91
train_loss: 56.22
test_acc: 30.18
test_acc_top5: 55.99
test_loss: 3.43
-------------------------
-------------------------
epoch: 2
lr: 0.1000
best_acc: 40.88
train_acc: 35.01
train_loss: 44.79
test_acc: 40.88
test_acc_top5: 67.22
test_loss: 2.79
-------------------------
-------------------------
epoch: 3
lr: 0.1000
best_acc: 44.62
train_acc: 41.41
train_loss: 41.44
test_acc: 44.62
test_acc_top5: 70.88
test_loss: 2.60
-------------------------
-------------------------
epoch: 4
lr: 0.1000
best_acc: 46.46
train_acc: 44.29
train_loss: 39.86
test_acc: 46.46
test_acc_top5: 71.98
test_loss: 2.52
-------------------------
-------------------------
epoch: 5
lr: 0.1000
best_acc: 48.77
train_acc: 46.08
train_loss: 38.93
test_acc: 48.77
test_acc_top5: 74.56
test_loss: 2.37
-------------------------
-------------------------
epoch: 6
lr: 0.1000
best_acc: 50.63
train_acc: 47.18
train_loss: 38.33
test_acc: 50.63
test_acc_top5: 75.78
test_loss: 2.28
-------------------------
-------------------------
epoch: 7
lr: 0.1000
best_acc: 50.68
train_acc: 47.95
train_loss: 37.93
test_acc: 50.68
test_acc_top5: 76.09
test_loss: 2.27
-------------------------
-------------------------
epoch: 8
lr: 0.1000
best_acc: 50.68
train_acc: 48.49
train_loss: 37.61
test_acc: 49.08
test_acc_top5: 74.75
test_loss: 2.33
-------------------------
-------------------------
epoch: 9
lr: 0.1000
best_acc: 50.68
train_acc: 48.90
train_loss: 37.37
test_acc: 50.64
test_acc_top5: 75.88
test_loss: 2.27
-------------------------
-------------------------
epoch: 10
lr: 0.1000
best_acc: 50.68
train_acc: 49.39
train_loss: 37.15
test_acc: 47.97
test_acc_top5: 73.24
test_loss: 2.42
-------------------------
-------------------------
epoch: 11
lr: 0.1000
best_acc: 50.68
train_acc: 49.68
train_loss: 36.96
test_acc: 50.40
test_acc_top5: 75.71
test_loss: 2.26
-------------------------
-------------------------
epoch: 12
lr: 0.1000
best_acc: 50.68
train_acc: 49.86
train_loss: 36.84
test_acc: 49.16
test_acc_top5: 74.42
test_loss: 2.34
-------------------------
-------------------------
epoch: 13
lr: 0.1000
best_acc: 52.12
train_acc: 50.06
train_loss: 36.72
test_acc: 52.12
test_acc_top5: 77.73
test_loss: 2.16
-------------------------
-------------------------
epoch: 14
lr: 0.1000
best_acc: 52.16
train_acc: 50.30
train_loss: 36.61
test_acc: 52.16
test_acc_top5: 77.32
test_loss: 2.18
-------------------------
-------------------------
epoch: 15
lr: 0.1000
best_acc: 52.16
train_acc: 50.50
train_loss: 36.50
test_acc: 51.90
test_acc_top5: 77.09
test_loss: 2.19
-------------------------
-------------------------
epoch: 16
lr: 0.1000
best_acc: 52.66
train_acc: 50.64
train_loss: 36.44
test_acc: 52.66
test_acc_top5: 77.71
test_loss: 2.14
-------------------------
-------------------------
epoch: 17
lr: 0.1000
best_acc: 54.29
train_acc: 50.75
train_loss: 36.35
test_acc: 54.29
test_acc_top5: 79.06
test_loss: 2.02
-------------------------
-------------------------
epoch: 18
lr: 0.1000
best_acc: 54.29
train_acc: 50.84
train_loss: 36.31
test_acc: 53.38
test_acc_top5: 78.38
test_loss: 2.08
-------------------------
-------------------------
epoch: 19
lr: 0.1000
best_acc: 54.29
train_acc: 50.93
train_loss: 36.23
test_acc: 50.38
test_acc_top5: 75.80
test_loss: 2.27
-------------------------
-------------------------
epoch: 20
lr: 0.1000
best_acc: 54.29
train_acc: 51.04
train_loss: 36.20
test_acc: 52.11
test_acc_top5: 77.48
test_loss: 2.15
-------------------------
-------------------------
epoch: 21
lr: 0.1000
best_acc: 54.29
train_acc: 51.08
train_loss: 36.14
test_acc: 53.16
test_acc_top5: 78.11
test_loss: 2.08
-------------------------
-------------------------
epoch: 22
lr: 0.1000
best_acc: 54.29
train_acc: 51.14
train_loss: 36.10
test_acc: 53.29
test_acc_top5: 77.95
test_loss: 2.10
-------------------------
-------------------------
epoch: 23
lr: 0.1000
best_acc: 54.29
train_acc: 51.28
train_loss: 36.06
test_acc: 53.80
test_acc_top5: 78.79
test_loss: 2.09
-------------------------
-------------------------
epoch: 24
lr: 0.1000
best_acc: 54.37
train_acc: 51.32
train_loss: 36.02
test_acc: 54.37
test_acc_top5: 79.30
test_loss: 2.00
-------------------------
-------------------------
epoch: 25
lr: 0.1000
best_acc: 54.37
train_acc: 51.44
train_loss: 35.97
test_acc: 53.09
test_acc_top5: 78.21
test_loss: 2.12
-------------------------
-------------------------
epoch: 26
lr: 0.1000
best_acc: 54.37
train_acc: 51.47
train_loss: 35.94
test_acc: 53.94
test_acc_top5: 78.92
test_loss: 2.06
-------------------------
-------------------------
epoch: 27
lr: 0.1000
best_acc: 54.50
train_acc: 51.47
train_loss: 35.93
test_acc: 54.50
test_acc_top5: 79.28
test_loss: 2.01
-------------------------
-------------------------
epoch: 28
lr: 0.1000
best_acc: 54.50
train_acc: 51.49
train_loss: 35.91
test_acc: 53.95
test_acc_top5: 78.55
test_loss: 2.10
-------------------------
-------------------------
epoch: 29
lr: 0.1000
best_acc: 55.05
train_acc: 51.56
train_loss: 35.87
test_acc: 55.05
test_acc_top5: 79.63
test_loss: 2.01
-------------------------
-------------------------
epoch: 30
lr: 0.1000
best_acc: 55.05
train_acc: 51.61
train_loss: 35.86
test_acc: 53.45
test_acc_top5: 78.76
test_loss: 2.11
-------------------------
-------------------------
epoch: 31
lr: 0.0100
best_acc: 65.86
train_acc: 60.10
train_loss: 31.65
test_acc: 65.86
test_acc_top5: 86.99
test_loss: 1.43
-------------------------
-------------------------
epoch: 32
lr: 0.0100
best_acc: 66.62
train_acc: 62.01
train_loss: 30.63
test_acc: 66.62
test_acc_top5: 87.33
test_loss: 1.39
-------------------------
-------------------------
epoch: 33
lr: 0.0100
best_acc: 67.18
train_acc: 62.80
train_loss: 30.21
test_acc: 67.18
test_acc_top5: 87.86
test_loss: 1.36
-------------------------
-------------------------
epoch: 34
lr: 0.0100
best_acc: 67.78
train_acc: 63.34
train_loss: 29.94
test_acc: 67.78
test_acc_top5: 88.04
test_loss: 1.34
-------------------------
-------------------------
epoch: 35
lr: 0.0100
best_acc: 67.83
train_acc: 63.75
train_loss: 29.72
test_acc: 67.83
test_acc_top5: 88.04
test_loss: 1.33
-------------------------
-------------------------
epoch: 36
lr: 0.0100
best_acc: 67.96
train_acc: 63.99
train_loss: 29.57
test_acc: 67.96
test_acc_top5: 88.21
test_loss: 1.32
-------------------------
-------------------------
epoch: 37
lr: 0.0100
best_acc: 68.20
train_acc: 64.21
train_loss: 29.45
test_acc: 68.20
test_acc_top5: 88.35
test_loss: 1.32
-------------------------
-------------------------
epoch: 38
lr: 0.0100
best_acc: 68.28
train_acc: 64.41
train_loss: 29.35
test_acc: 68.28
test_acc_top5: 88.45
test_loss: 1.31
-------------------------
-------------------------
epoch: 39
lr: 0.0100
best_acc: 68.28
train_acc: 64.52
train_loss: 29.29
test_acc: 68.28
test_acc_top5: 88.36
test_loss: 1.31
-------------------------
-------------------------
epoch: 40
lr: 0.0100
best_acc: 68.28
train_acc: 64.54
train_loss: 29.26
test_acc: 68.16
test_acc_top5: 88.40
test_loss: 1.32
-------------------------
-------------------------
epoch: 41
lr: 0.0100
best_acc: 68.28
train_acc: 64.63
train_loss: 29.21
test_acc: 67.83
test_acc_top5: 88.34
test_loss: 1.33
-------------------------
-------------------------
epoch: 42
lr: 0.0100
best_acc: 68.28
train_acc: 64.64
train_loss: 29.20
test_acc: 68.04
test_acc_top5: 88.33
test_loss: 1.32
-------------------------
-------------------------
epoch: 43
lr: 0.0100
best_acc: 68.28
train_acc: 64.58
train_loss: 29.21
test_acc: 68.14
test_acc_top5: 88.37
test_loss: 1.31
-------------------------
-------------------------
epoch: 44
lr: 0.0100
best_acc: 68.28
train_acc: 64.62
train_loss: 29.21
test_acc: 67.69
test_acc_top5: 88.06
test_loss: 1.33
-------------------------
-------------------------
epoch: 45
lr: 0.0100
best_acc: 68.28
train_acc: 64.53
train_loss: 29.23
test_acc: 67.87
test_acc_top5: 88.13
test_loss: 1.34
-------------------------
-------------------------
epoch: 46
lr: 0.0100
best_acc: 68.28
train_acc: 64.51
train_loss: 29.25
test_acc: 67.50
test_acc_top5: 88.04
test_loss: 1.35
-------------------------
-------------------------
epoch: 47
lr: 0.0100
best_acc: 68.28
train_acc: 64.46
train_loss: 29.29
test_acc: 67.83
test_acc_top5: 88.38
test_loss: 1.33
-------------------------
-------------------------
epoch: 48
lr: 0.0100
best_acc: 68.28
train_acc: 64.36
train_loss: 29.32
test_acc: 67.57
test_acc_top5: 88.12
test_loss: 1.34
-------------------------
-------------------------
epoch: 49
lr: 0.0100
best_acc: 68.28
train_acc: 64.30
train_loss: 29.35
test_acc: 67.54
test_acc_top5: 88.17
test_loss: 1.34
-------------------------
-------------------------
epoch: 50
lr: 0.0100
best_acc: 68.28
train_acc: 64.30
train_loss: 29.36
test_acc: 67.52
test_acc_top5: 88.02
test_loss: 1.35
-------------------------
-------------------------
epoch: 51
lr: 0.0100
best_acc: 68.28
train_acc: 64.28
train_loss: 29.36
test_acc: 66.97
test_acc_top5: 87.71
test_loss: 1.37
-------------------------
-------------------------
epoch: 52
lr: 0.0100
best_acc: 68.28
train_acc: 64.26
train_loss: 29.38
test_acc: 67.30
test_acc_top5: 87.98
test_loss: 1.35
-------------------------
-------------------------
epoch: 53
lr: 0.0100
best_acc: 68.28
train_acc: 64.28
train_loss: 29.35
test_acc: 67.14
test_acc_top5: 87.94
test_loss: 1.35
-------------------------
-------------------------
epoch: 54
lr: 0.0100
best_acc: 68.28
train_acc: 64.26
train_loss: 29.35
test_acc: 67.46
test_acc_top5: 88.12
test_loss: 1.35
-------------------------
-------------------------
epoch: 55
lr: 0.0100
best_acc: 68.28
train_acc: 64.19
train_loss: 29.37
test_acc: 67.22
test_acc_top5: 88.01
test_loss: 1.35
-------------------------
-------------------------
epoch: 56
lr: 0.0100
best_acc: 68.28
train_acc: 64.20
train_loss: 29.37
test_acc: 67.43
test_acc_top5: 88.03
test_loss: 1.35
-------------------------
-------------------------
epoch: 57
lr: 0.0100
best_acc: 68.28
train_acc: 64.23
train_loss: 29.36
test_acc: 67.20
test_acc_top5: 87.81
test_loss: 1.37
-------------------------
-------------------------
epoch: 58
lr: 0.0100
best_acc: 68.28
train_acc: 64.32
train_loss: 29.34
test_acc: 67.39
test_acc_top5: 87.79
test_loss: 1.35
-------------------------
-------------------------
epoch: 59
lr: 0.0100
best_acc: 68.28
train_acc: 64.26
train_loss: 29.34
test_acc: 67.29
test_acc_top5: 87.82
test_loss: 1.36
-------------------------
-------------------------
epoch: 60
lr: 0.0100
best_acc: 68.28
train_acc: 64.25
train_loss: 29.35
test_acc: 67.28
test_acc_top5: 87.88
test_loss: 1.36
-------------------------
-------------------------
epoch: 61
lr: 0.0010
best_acc: 70.37
train_acc: 67.00
train_loss: 27.76
test_acc: 70.37
test_acc_top5: 89.68
test_loss: 1.21
-------------------------
-------------------------
epoch: 62
lr: 0.0010
best_acc: 70.56
train_acc: 67.66
train_loss: 27.40
test_acc: 70.56
test_acc_top5: 89.90
test_loss: 1.20
-------------------------
-------------------------
epoch: 63
lr: 0.0010
best_acc: 70.73
train_acc: 67.90
train_loss: 27.26
test_acc: 70.73
test_acc_top5: 89.94
test_loss: 1.19
-------------------------
-------------------------
epoch: 64
lr: 0.0010
best_acc: 70.96
train_acc: 68.03
train_loss: 27.21
test_acc: 70.96
test_acc_top5: 89.98
test_loss: 1.19
-------------------------
-------------------------
epoch: 65
lr: 0.0010
best_acc: 70.96
train_acc: 68.21
train_loss: 27.11
test_acc: 70.84
test_acc_top5: 90.01
test_loss: 1.19
-------------------------
-------------------------
epoch: 66
lr: 0.0010
best_acc: 71.06
train_acc: 68.28
train_loss: 27.07
test_acc: 71.06
test_acc_top5: 90.14
test_loss: 1.18
-------------------------
-------------------------
epoch: 67
lr: 0.0010
best_acc: 71.06
train_acc: 68.36
train_loss: 27.03
test_acc: 71.03
test_acc_top5: 90.13
test_loss: 1.18
-------------------------
-------------------------
epoch: 68
lr: 0.0010
best_acc: 71.14
train_acc: 68.44
train_loss: 26.98
test_acc: 71.14
test_acc_top5: 90.07
test_loss: 1.17
-------------------------
-------------------------
epoch: 69
lr: 0.0010
best_acc: 71.14
train_acc: 68.59
train_loss: 26.89
test_acc: 71.09
test_acc_top5: 90.11
test_loss: 1.17
-------------------------
-------------------------
epoch: 70
lr: 0.0010
best_acc: 71.14
train_acc: 68.62
train_loss: 26.88
test_acc: 71.07
test_acc_top5: 90.12
test_loss: 1.17
-------------------------
-------------------------
epoch: 71
lr: 0.0010
best_acc: 71.14
train_acc: 68.69
train_loss: 26.84
test_acc: 71.12
test_acc_top5: 90.19
test_loss: 1.17
-------------------------
-------------------------
epoch: 72
lr: 0.0010
best_acc: 71.19
train_acc: 68.78
train_loss: 26.82
test_acc: 71.19
test_acc_top5: 90.26
test_loss: 1.17
-------------------------
-------------------------
epoch: 73
lr: 0.0010
best_acc: 71.19
train_acc: 68.86
train_loss: 26.77
test_acc: 71.12
test_acc_top5: 90.25
test_loss: 1.16
-------------------------
-------------------------
epoch: 74
lr: 0.0010
best_acc: 71.22
train_acc: 68.87
train_loss: 26.74
test_acc: 71.22
test_acc_top5: 90.31
test_loss: 1.16
-------------------------
-------------------------
epoch: 75
lr: 0.0010
best_acc: 71.30
train_acc: 68.87
train_loss: 26.73
test_acc: 71.30
test_acc_top5: 90.23
test_loss: 1.16
-------------------------
-------------------------
epoch: 76
lr: 0.0010
best_acc: 71.30
train_acc: 68.94
train_loss: 26.69
test_acc: 71.27
test_acc_top5: 90.37
test_loss: 1.16
-------------------------
-------------------------
epoch: 77
lr: 0.0010
best_acc: 71.30
train_acc: 69.00
train_loss: 26.67
test_acc: 71.28
test_acc_top5: 90.31
test_loss: 1.16
-------------------------
-------------------------
epoch: 78
lr: 0.0010
best_acc: 71.38
train_acc: 69.00
train_loss: 26.66
test_acc: 71.38
test_acc_top5: 90.38
test_loss: 1.16
-------------------------
-------------------------
epoch: 79
lr: 0.0010
best_acc: 71.43
train_acc: 69.03
train_loss: 26.64
test_acc: 71.43
test_acc_top5: 90.34
test_loss: 1.16
-------------------------
-------------------------
epoch: 80
lr: 0.0010
best_acc: 71.49
train_acc: 69.09
train_loss: 26.60
test_acc: 71.49
test_acc_top5: 90.35
test_loss: 1.16
-------------------------
-------------------------
epoch: 81
lr: 0.0010
best_acc: 71.49
train_acc: 69.11
train_loss: 26.59
test_acc: 71.42
test_acc_top5: 90.31
test_loss: 1.15
-------------------------
-------------------------
epoch: 82
lr: 0.0010
best_acc: 71.55
train_acc: 69.11
train_loss: 26.57
test_acc: 71.55
test_acc_top5: 90.29
test_loss: 1.15
-------------------------
-------------------------
epoch: 83
lr: 0.0010
best_acc: 71.55
train_acc: 69.19
train_loss: 26.54
test_acc: 71.40
test_acc_top5: 90.44
test_loss: 1.15
-------------------------
-------------------------
epoch: 84
lr: 0.0010
best_acc: 71.58
train_acc: 69.17
train_loss: 26.54
test_acc: 71.58
test_acc_top5: 90.38
test_loss: 1.15
-------------------------
-------------------------
epoch: 85
lr: 0.0010
best_acc: 71.58
train_acc: 69.21
train_loss: 26.52
test_acc: 71.58
test_acc_top5: 90.41
test_loss: 1.15
-------------------------
-------------------------
epoch: 86
lr: 0.0010
best_acc: 71.58
train_acc: 69.27
train_loss: 26.50
test_acc: 71.55
test_acc_top5: 90.35
test_loss: 1.15
-------------------------
-------------------------
epoch: 87
lr: 0.0010
best_acc: 71.63
train_acc: 69.31
train_loss: 26.49
test_acc: 71.63
test_acc_top5: 90.44
test_loss: 1.15
-------------------------
-------------------------
epoch: 88
lr: 0.0010
best_acc: 71.63
train_acc: 69.32
train_loss: 26.48
test_acc: 71.62
test_acc_top5: 90.40
test_loss: 1.15
-------------------------
-------------------------
epoch: 89
lr: 0.0010
best_acc: 71.63
train_acc: 69.37
train_loss: 26.47
test_acc: 71.62
test_acc_top5: 90.46
test_loss: 1.15
-------------------------
-------------------------
epoch: 90
lr: 0.0010
best_acc: 71.63
train_acc: 69.35
train_loss: 26.47
test_acc: 71.60
test_acc_top5: 90.48
test_loss: 1.15
-------------------------
-------------------------
epoch: 91
lr: 0.0001
best_acc: 71.73
train_acc: 69.65
train_loss: 26.28
test_acc: 71.73
test_acc_top5: 90.51
test_loss: 1.14
-------------------------
-------------------------
epoch: 92
lr: 0.0001
best_acc: 71.81
train_acc: 69.78
train_loss: 26.22
test_acc: 71.81
test_acc_top5: 90.47
test_loss: 1.14
-------------------------
-------------------------
epoch: 93
lr: 0.0001
best_acc: 71.81
train_acc: 69.82
train_loss: 26.18
test_acc: 71.80
test_acc_top5: 90.56
test_loss: 1.14
-------------------------
-------------------------
epoch: 94
lr: 0.0001
best_acc: 71.81
train_acc: 69.78
train_loss: 26.18
test_acc: 71.74
test_acc_top5: 90.51
test_loss: 1.14
-------------------------
-------------------------
epoch: 95
lr: 0.0001
best_acc: 71.84
train_acc: 69.84
train_loss: 26.18
test_acc: 71.84
test_acc_top5: 90.54
test_loss: 1.14
-------------------------
-------------------------
epoch: 96
lr: 0.0001
best_acc: 71.84
train_acc: 69.81
train_loss: 26.18
test_acc: 71.80
test_acc_top5: 90.50
test_loss: 1.14
-------------------------
-------------------------
epoch: 97
lr: 0.0001
best_acc: 71.84
train_acc: 69.82
train_loss: 26.17
test_acc: 71.79
test_acc_top5: 90.59
test_loss: 1.14
-------------------------
-------------------------
epoch: 98
lr: 0.0001
best_acc: 71.84
train_acc: 69.78
train_loss: 26.18
test_acc: 71.79
test_acc_top5: 90.58
test_loss: 1.14
-------------------------
-------------------------
epoch: 99
lr: 0.0001
best_acc: 71.84
train_acc: 69.88
train_loss: 26.13
test_acc: 71.77
test_acc_top5: 90.52
test_loss: 1.14
-------------------------
-------------------------
epoch: 100
lr: 0.0001
best_acc: 71.87
train_acc: 69.84
train_loss: 26.17
test_acc: 71.87
test_acc_top5: 90.55
test_loss: 1.14
-------------------------
best_acc	71.87